This notebook contains a set of analyses for analyzing WatchItPlayed boardgamegeek collection. The bulk of the analysis is focused on building a user-specific predictive model to predict the games that the specified user is likely to own. This enables us to ask questions like, based on the games the user currently owns, what games are a good fit for their collection? What upcoming games are they likely to purchase?
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We can look at a basic description of the number of games that the user owns, has rated, has previously owned, etc.
What years has the user owned/rated games from? While we can’t see when a user added or removed a game from their collection, we can look at their collection by the years in which their games were published.
We can look at the most frequent types of categories, mechanics, designers, and artists that appear in a user’s collection.
We’ll examine a predictive model trained on a user’s collection for games published through 2020. How many games has the user owned/rated/played in the training set (games prior to 2020)?
username | dataset | period | games_owned | games_rated |
WatchItPlayed | training | published before 2020 | 261 | 0 |
WatchItPlayed | validation | published 2020 | 41 | 0 |
WatchItPlayed | test | published after 2020 | 49 | 0 |
The main outcome we will be modeling for the user is owned, which refers to whether the user currently owns or has a previously owned a game in their collection. Our goal is to train a predictive model to learn the probability that a user will add a game to their collection based on its observable features.
We can examine coefficients from the model we trained, which is a logistic regression with elastic net regularization (which I will refer to as a penalized logistic regression). Positive values indicate that a feature increases a user’s probability of owning/rating a game, while negative values indicate a feature decreases the probability. To be precise, the coefficients indicate the effect of a particular feature on the log-odds of a user owning a game.
Why did the model identify these features? We can make density plots of the important features for predicting whether the user owned a game. Blue indicates the density for games owned by the user, while grey indicates the density for games not owned by the user.
Binary predictors can be difficult to see with this visualization, so we can also directly examine the percentage of games in a user’s collection with a predictor vs the percentage of all games with that predictor.
% of Games with Feature | ||||
username | Feature | In_Collection | All_Games | Ratio |
WatchItPlayed | Stonemaier Games | 1.9% | 0.0% | 42.17 |
WatchItPlayed | Multiuse Cards | 7.7% | 1.0% | 7.81 |
WatchItPlayed | Mechanism Tableau Building | 7.3% | 1.1% | 6.68 |
WatchItPlayed | Artist Chris Quilliams | 2.7% | 0.4% | 6.42 |
WatchItPlayed | CMON Global Limited | 3.4% | 0.6% | 6.22 |
WatchItPlayed | Asmodee | 16.9% | 3.9% | 4.36 |
WatchItPlayed | Sand Timers | 4.2% | 1.1% | 3.68 |
WatchItPlayed | Iello | 7.7% | 2.1% | 3.65 |
WatchItPlayed | Solo Solitaire Game | 15.7% | 4.5% | 3.51 |
WatchItPlayed | Fantasy Flight Games | 6.1% | 2.0% | 3.12 |
WatchItPlayed | GMT Games | 6.1% | 2.1% | 2.90 |
WatchItPlayed | Paper And Pencil | 6.1% | 2.4% | 2.56 |
WatchItPlayed | Educational | 4.6% | 1.8% | 2.52 |
WatchItPlayed | Artist Rodger B Macgowan | 6.1% | 2.5% | 2.45 |
WatchItPlayed | 3D | 3.8% | 1.7% | 2.28 |
WatchItPlayed | Party Game | 17.6% | 8.4% | 2.10 |
WatchItPlayed | Deduction Game | 11.5% | 5.7% | 2.01 |
WatchItPlayed | Area Movement | 11.9% | 6.0% | 1.99 |
WatchItPlayed | Pattern Building | 6.9% | 3.7% | 1.85 |
WatchItPlayed | Area Majority Influence | 16.9% | 9.3% | 1.81 |
WatchItPlayed | Combinatorial | 3.1% | 1.8% | 1.74 |
WatchItPlayed | Hand Management | 40.2% | 24.0% | 1.68 |
WatchItPlayed | Games Workshop Ltd | 1.5% | 0.9% | 1.65 |
WatchItPlayed | Crowdfunding Kickstarter | 11.1% | 14.7% | 0.75 |
WatchItPlayed | Pickup And Deliver | 0.0% | 3.4% | 0.00 |
Before predicting games in upcoming years, we can examine how well the model did and what games it liked in the training set. In this case, we used resampling techniques (cross validation) to ensure that the model had not seen a game before making its predictions.
An easy way to examine the performance of classification model is to view a separation plot. We plot the predicted probabilities from the model for every game (from resampling) from lowest to highest. We then overlay a blue line for any game that the user does own. A good classifier is one that is able to separate the blue (games owned by the user) from the white (games not owned by the user), with most of the blue occurring at the highest probabilities (right side of the chart).
We can display this information in table form, displaying the 100 games with the highest probability of ownership, adding a blue line when the user does own the game.
Rank | Published | ID | Name | Pr(Owned) | Owned |
1 | 2019 | 286096 | Tapestry | 0.909 | yes |
2 | 2014 | 154203 | Imperial Settlers | 0.861 | no |
3 | 2016 | 169786 | Scythe | 0.850 | yes |
4 | 2019 | 266192 | Wingspan | 0.798 | yes |
5 | 2018 | 205896 | Rising Sun | 0.793 | no |
6 | 2018 | 244711 | Newton | 0.788 | no |
7 | 2019 | 270971 | Era: Medieval Age | 0.737 | no |
8 | 2019 | 287607 | The Mind Extreme | 0.684 | no |
9 | 2018 | 260428 | Pandemic: Fall of Rome | 0.638 | no |
10 | 2016 | 167791 | Terraforming Mars | 0.623 | yes |
11 | 2018 | 199792 | Everdell | 0.593 | no |
12 | 2017 | 193728 | Pendragon: The Fall of Roman Britain | 0.582 | yes |
13 | 2011 | 102548 | Dungeon Fighter | 0.565 | no |
14 | 2015 | 183394 | Viticulture Essential Edition | 0.534 | no |
15 | 2011 | 42776 | Gears of War: The Board Game | 0.521 | no |
16 | 2013 | 143693 | Glass Road | 0.510 | no |
17 | 2018 | 246742 | Château Aventure | 0.508 | no |
18 | 2015 | 178900 | Codenames | 0.506 | yes |
19 | 2012 | 124742 | Android: Netrunner | 0.505 | no |
20 | 2016 | 160010 | Conan | 0.498 | no |
21 | 2016 | 163154 | Falling Sky: The Gallic Revolt Against Caesar | 0.498 | yes |
22 | 2012 | 121921 | Robinson Crusoe: Adventures on the Cursed Island | 0.479 | no |
23 | 2014 | 148228 | Splendor | 0.474 | yes |
24 | 2004 | 9609 | War of the Ring | 0.455 | no |
25 | 2017 | 197376 | Charterstone | 0.451 | no |
26 | 2013 | 140620 | Lewis & Clark: The Expedition | 0.450 | no |
27 | 2013 | 127518 | A Distant Plain | 0.440 | yes |
28 | 2011 | 84876 | The Castles of Burgundy | 0.428 | yes |
29 | 2016 | 198928 | Pandemic: Iberia | 0.420 | no |
30 | 2008 | 37111 | Battlestar Galactica: The Board Game | 0.407 | no |
31 | 2019 | 274637 | Unmatched: Battle of Legends, Volume One | 0.389 | yes |
32 | 2016 | 176083 | Hit Z Road | 0.389 | no |
33 | 2019 | 269210 | Twice as Clever! | 0.377 | no |
34 | 2009 | 43868 | The Adventurers: The Temple of Chac | 0.377 | no |
35 | 2015 | 178570 | Unusual Suspects | 0.377 | no |
36 | 2012 | 91080 | Andean Abyss | 0.375 | yes |
37 | 2019 | 220588 | Gandhi: The Decolonization of British India, 1917 – 1947 | 0.358 | yes |
38 | 2018 | 245934 | Carpe Diem | 0.353 | no |
39 | 2015 | 181304 | Mysterium | 0.352 | no |
40 | 2004 | 9606 | Cluzzle | 0.350 | no |
41 | 2019 | 270844 | Imperial Settlers: Empires of the North | 0.342 | yes |
42 | 2019 | 281946 | Aftermath | 0.340 | no |
43 | 2007 | 31260 | Agricola | 0.336 | no |
44 | 2019 | 285984 | Last Bastion | 0.331 | no |
45 | 2018 | 257726 | Brikks | 0.330 | no |
46 | 2013 | 144239 | Impulse | 0.327 | no |
47 | 2019 | 270269 | Ninja Academy | 0.326 | no |
48 | 2017 | 162886 | Spirit Island | 0.320 | no |
49 | 2013 | 144344 | Rococo | 0.310 | no |
50 | 2019 | 269725 | Corinth | 0.306 | no |
51 | 1998 | 394 | Kahuna | 0.292 | no |
52 | 2016 | 198773 | Codenames: Pictures | 0.292 | no |
53 | 2008 | 47046 | Gambit 7 | 0.290 | no |
54 | 2012 | 123239 | Wits & Wagers Party | 0.287 | no |
55 | 2012 | 128063 | Uchronia | 0.285 | no |
56 | 2013 | 133848 | Euphoria: Build a Better Dystopia | 0.284 | no |
57 | 2016 | 155821 | Inis | 0.284 | yes |
58 | 2019 | 270673 | Silver & Gold | 0.283 | no |
59 | 2017 | 220775 | Codenames: Disney – Family Edition | 0.283 | no |
60 | 2019 | 283863 | The Magnificent | 0.280 | no |
61 | 2016 | 200147 | Kanagawa | 0.276 | no |
62 | 2015 | 170216 | Blood Rage | 0.270 | yes |
63 | 2014 | 160499 | King of New York | 0.267 | no |
64 | 2019 | 262543 | Wavelength | 0.261 | no |
65 | 2011 | 96007 | The New Era | 0.261 | no |
66 | 2014 | 161547 | Timeline: Americana | 0.260 | no |
67 | 2019 | 270970 | Century: A New World | 0.259 | no |
68 | 2014 | 144189 | Fire in the Lake | 0.257 | yes |
69 | 2016 | 192458 | 51st State: Master Set | 0.257 | no |
70 | 2009 | 45134 | Arcana | 0.256 | no |
71 | 2012 | 117915 | Yedo | 0.256 | no |
72 | 2011 | 113401 | Timeline: Events | 0.256 | yes |
73 | 2010 | 25292 | Merchants & Marauders | 0.254 | no |
74 | 2016 | 193738 | Great Western Trail | 0.251 | no |
75 | 2015 | 172386 | Mombasa | 0.247 | no |
76 | 2019 | 271530 | Ankh'or | 0.244 | no |
77 | 2014 | 154246 | La Isla | 0.240 | no |
78 | 2017 | 230059 | Crossfire | 0.239 | no |
79 | 2018 | 244522 | That's Pretty Clever! | 0.238 | yes |
80 | 2018 | 209324 | The World of SMOG: Rise of Moloch | 0.237 | no |
81 | 2017 | 206718 | Ethnos | 0.235 | yes |
82 | 2010 | 65200 | Asteroyds | 0.233 | no |
83 | 2018 | 262215 | Blackout: Hong Kong | 0.229 | no |
84 | 2013 | 148231 | Corto | 0.226 | no |
85 | 2017 | 220308 | Gaia Project | 0.223 | no |
86 | 2019 | 265736 | Tiny Towns | 0.220 | yes |
87 | 2019 | 260710 | Amul | 0.218 | no |
88 | 2006 | 25417 | BattleLore | 0.218 | no |
89 | 2017 | 226320 | My Little Scythe | 0.216 | no |
90 | 2019 | 283864 | Trails of Tucana | 0.215 | no |
91 | 2018 | 257759 | The River | 0.215 | no |
92 | 2016 | 195856 | Bloodborne: The Card Game | 0.215 | no |
93 | 2018 | 244049 | Forum Trajanum | 0.212 | no |
94 | 2015 | 163968 | Elysium | 0.212 | yes |
95 | 2012 | 131325 | Timeline: General Interest | 0.210 | yes |
96 | 2011 | 25021 | Sekigahara: The Unification of Japan | 0.210 | no |
97 | 2008 | 38453 | Space Alert | 0.209 | no |
98 | 2011 | 92415 | Skull | 0.209 | yes |
99 | 2016 | 205398 | Citadels | 0.208 | no |
100 | 2016 | 200680 | Agricola (Revised Edition) | 0.208 | no |
We can also more formally assess how well the model did in resampling by looking at the area under the receiver operating characteristic. A perfect model would receive a score of 1, while a model that cannot predict the outcome will default to a score of 0.5. The extent to which something is a good score depends on the setting, but generally anything in the .8 to .9 range is very good while the .7 to .8 range is perfectly acceptable.
Another way to think about the model performance is to view its lift, or its ability to detect the positive outcomes over that of a null model. High lift indicates the model can much more quickly find all of the positive outcomes (in this case, games owned or played by the user), while a model with no lift is no better than random guessing. A gains chart is another way to view this.
Finally, we can understand the performance of the model by examining its calibration. If the model assigns a probability of 5%, how often does the outcome actually occur? A well calibrated model is one in which the predicted probabilities reflect the probabilities we would observe in the actual data. We can assess the calibration of a model by grouping its predictions into bins and assessing how often we observe the outcome versus how often our model expects to observe the outcome.
A model that is well calibrated will closely follow the dashed line - its expected probabilities match that of the observed probabilities. A model that consistently underestimates the probability of the event will be over this dashed line, be a while a model that overestimates the probability will be under the dashed line.
What games does the model think WatchItPlayed is most likely to own that are not in their collection?
Published | ID | Name | Pr(Owned) | Owned |
2014 | 154203 | Imperial Settlers | 0.861 | no |
2018 | 205896 | Rising Sun | 0.793 | no |
2018 | 244711 | Newton | 0.788 | no |
2019 | 270971 | Era: Medieval Age | 0.737 | no |
2019 | 287607 | The Mind Extreme | 0.684 | no |
What games does the model think WatchItPlayed is least likely to own that are in their collection?
Published | ID | Name | Pr(Owned) | Owned |
2012 | 126163 | Tzolk'in: The Mayan Calendar | 0.002 | yes |
1971 | 2223 | UNO | 0.003 | yes |
1998 | 116 | Guillotine | 0.005 | yes |
1960 | 148203 | Dutch Blitz | 0.005 | yes |
2010 | 87890 | Prêt-à-Porter | 0.006 | yes |
Top 25 games most likely to be owned by the user in each year, highlighting in blue the games that the user has owned.
rank | 2012 | 2013 | 2014 | 2015 | 2016 | 2017 | 2018 | 2019 |
1 | Android: Netrunner | Glass Road | Imperial Settlers | Viticulture Essential Edition | Scythe | Pendragon: The Fall of Roman Britain | Rising Sun | Tapestry |
2 | Robinson Crusoe: Adventures on the Cursed Island | Lewis & Clark: The Expedition | Splendor | Codenames | Terraforming Mars | Charterstone | Newton | Wingspan |
3 | Andean Abyss | A Distant Plain | King of New York | Unusual Suspects | Conan | Spirit Island | Pandemic: Fall of Rome | Era: Medieval Age |
4 | Wits & Wagers Party | Impulse | Timeline: Americana | Mysterium | Falling Sky: The Gallic Revolt Against Caesar | Codenames: Disney – Family Edition | Everdell | The Mind Extreme |
5 | Uchronia | Rococo | Fire in the Lake | Blood Rage | Pandemic: Iberia | Crossfire | Château Aventure | Unmatched: Battle of Legends, Volume One |
6 | Yedo | Euphoria: Build a Better Dystopia | La Isla | Mombasa | Hit Z Road | Ethnos | Carpe Diem | Twice as Clever! |
7 | Timeline: General Interest | Corto | Colt Express | Elysium | Codenames: Pictures | Gaia Project | Brikks | Gandhi: The Decolonization of British India, 1917 – 1947 |
8 | Terra Mystica | Ghooost! | Fields of Arle | Timeline Challenge | Inis | My Little Scythe | That's Pretty Clever! | Imperial Settlers: Empires of the North |
9 | Libertalia | Cuba Libre | Nations: The Dice Game | The Game | Kanagawa | Twilight Imperium: Fourth Edition | The World of SMOG: Rise of Moloch | Aftermath |
10 | Rex: Final Days of an Empire | Crossing | Timeline: American History | Baseball Highlights: 2045 | 51st State: Master Set | Time of Crisis: The Roman Empire in Turmoil, 235-284 AD | Blackout: Hong Kong | Last Bastion |
11 | I'm the Boss!: The Card Game | The Hunters: German U-Boats at War, 1939-43 | Port Royal | Timeline: Québec | Great Western Trail | Pericles: The Peloponnesian Wars | The River | Ninja Academy |
12 | Space Cadets | Cardline: Globetrotter | Telestrations: 6 Player Family Pack | Watson & Holmes | Bloodborne: The Card Game | Indian Summer | Forum Trajanum | Corinth |
13 | Puzzle Strike: Third Edition | Cappuccino | Medieval Academy | Mottainai | Citadels | The Castles of Burgundy: The Dice Game | Decrypto | Silver & Gold |
14 | Eight-Minute Empire | BANG! The Dice Game | Ultimate Werewolf | Stronghold: 2nd edition | Agricola (Revised Edition) | The Godfather: Corleone's Empire | KeyForge: Call of the Archons | The Magnificent |
15 | Okiya | The Little Prince: Make Me a Planet | La Granja | Fury of Dracula (Third/Fourth Edition) | Junk Art | Century: Golem Edition | Timeline: Classic | Wavelength |
16 | Timeline | Terror in Meeple City | Deception: Murder in Hong Kong | The Builders: Antiquity | Liberty or Death: The American Insurrection | Smash Up: Big in Japan | Between Two Castles of Mad King Ludwig | Century: A New World |
17 | Open Sesame | Concept | Cubist | Triumph & Tragedy: European Balance of Power 1936-1945 | Raise Your Goblets | Werewords | Reef | Ankh'or |
18 | Scripts and Scribes: The Dice Game | Clubs | AquaSphere | Timeline: Star Wars | Hive Mind | Summit: The Board Game | Timeline: Canada | Tiny Towns |
19 | The Last Banquet | Caverna: The Cave Farmers | Age of War | Smash Up: Munchkin | Timeline: British History | Best of Werewolves of Miller's Hollow | Root | Amul |
20 | PIX | Navajo Wars | Deus | Coffee Roaster | The Castles of Burgundy: The Card Game | Fallout | Shadows: Amsterdam | Trails of Tucana |
21 | OddVille | Mysteries? | Black Fleet | Salem 1692 | Tales & Games: The Pied Piper | Herbaceous | The Mind | Victorian Masterminds |
22 | Virgin Queen | Dobble: Free Demo Version | Yomi (Second Edition) | Raptor | Arkham Horror: The Card Game | Dragon Castle | Nessos | Herbaceous Sprouts |
23 | Love Letter | Batman: Gotham City Strategy Game | One Night Ultimate Werewolf | 7 Wonders Duel | 75 Gnom' Street | Unfair | Welcome To... | Nights of Fire: Battle for Budapest |
24 | Smash Up | Heads Up!: Party Game | San Juan (Second Edition) | Imagine | Star Wars: Destiny | Azul | Most Wanted | Tuki |
25 | Cardline: Animals | Eight-Minute Empire: Legends | BANG!: Heroes of the Storm | Wonky | Codex: Card-Time Strategy – Starter Set | Pocket Mars | Hitler's Reich: WW2 in Europe | Peloponnesian War |
Interactive table for predictions from resampling.
We’ll validate the model by looking at its predictions for games published in 2020. That is, how well did a model trained on a user’s collection through 2020 perform in predicting games for the user in 2020?
username | outcome | dataset | method | .metric | .estimate |
WatchItPlayed | owned | validation | glmnet | roc_auc | 0.719 |
Table of top 50 games from 2020, highlighting games that the user owns.
Published | ID | Name | Pr(Owned) | Owned |
2020 | 294484 | Unmatched: Cobble & Fog | 0.547 | yes |
2020 | 325635 | Unmatched: Little Red Riding Hood vs. Beowulf | 0.531 | yes |
2020 | 312804 | Pendulum | 0.441 | no |
2020 | 313531 | Rustling Leaves | 0.347 | no |
2020 | 316546 | Clever Cubed | 0.276 | no |
2020 | 306481 | Tawantinsuyu: The Inca Empire | 0.250 | no |
2020 | 316377 | 7 Wonders (Second Edition) | 0.234 | no |
2020 | 291457 | Gloomhaven: Jaws of the Lion | 0.233 | yes |
2020 | 315060 | Unmatched: Buffy the Vampire Slayer | 0.223 | yes |
2020 | 255456 | Beneath the Med: Regia Marina at Sea 1940-1943 | 0.198 | no |
2020 | 189664 | The Hunted: Twilight of the U-Boats, 1943-45 | 0.195 | no |
2020 | 300583 | Village Green | 0.192 | yes |
2020 | 304420 | Bonfire | 0.180 | no |
2020 | 242520 | All Bridges Burning: Red Revolt and White Guard in Finland, 1917-1918 | 0.179 | yes |
2020 | 284777 | Unmatched: Jurassic Park – InGen vs Raptors | 0.171 | no |
2020 | 299592 | Beez | 0.161 | no |
2020 | 253506 | Versailles 1919 | 0.157 | no |
2020 | 293531 | Detective: A Modern Crime Board Game – Season One | 0.149 | yes |
2020 | 274841 | Cóatl | 0.143 | no |
2020 | 298572 | Cosmic Encounter Duel | 0.138 | no |
2020 | 312318 | Century: Golem Edition – An Endless World | 0.126 | no |
2020 | 245658 | Unicorn Fever | 0.125 | no |
2020 | 292333 | Cowboys II: Cowboys & Indians Edition | 0.123 | no |
2020 | 184267 | On Mars | 0.120 | no |
2020 | 306735 | Under Falling Skies | 0.116 | yes |
2020 | 293296 | Splendor: Marvel | 0.113 | no |
2020 | 303672 | Trek 12: Himalaya | 0.111 | no |
2020 | 298371 | Wild Space | 0.109 | no |
2020 | 296345 | Sherlock Holmes Consulting Detective: The Baker Street Irregulars | 0.109 | no |
2020 | 294788 | Conqueror: Final Conquest | 0.107 | no |
2020 | 293267 | Kitara | 0.107 | no |
2020 | 276633 | Rossio | 0.103 | no |
2020 | 319966 | The King Is Dead: Second Edition | 0.102 | yes |
2020 | 300753 | Cross Clues | 0.102 | yes |
2020 | 318553 | Rajas of the Ganges: The Dice Charmers | 0.101 | no |
2020 | 257001 | Munchkin Dungeon | 0.101 | no |
2020 | 227224 | The Red Cathedral | 0.100 | no |
2020 | 301607 | KeyForge: Mass Mutation | 0.099 | no |
2020 | 300327 | The Castles of Tuscany | 0.098 | no |
2020 | 265784 | Cleopatra and the Society of Architects: Deluxe Edition | 0.097 | no |
2020 | 252153 | Tang Garden | 0.096 | no |
2020 | 296512 | The Game: Quick & Easy | 0.095 | no |
2020 | 299607 | Capital Lux 2: Generations | 0.093 | no |
2020 | 232414 | Oceans | 0.093 | no |
2020 | 298047 | Marvel United | 0.091 | yes |
2020 | 300936 | Via Magica | 0.091 | no |
2020 | 309600 | Archers of Nand | 0.090 | no |
2020 | 318472 | Blood Bowl: Second Season Edition | 0.090 | no |
2020 | 301880 | Raiders of Scythia | 0.090 | no |
2020 | 309630 | Small World of Warcraft | 0.089 | no |
We can then refit our model to the training and validation set in order to predict all upcoming games for the user.
Examine the top 50 games for upcoming games, highlighting in blue ones the user already.
Published | ID | Name | Pr(Owned) | Owned |
2022 | 356033 | Libertalia: Winds of Galecrest | 0.584 | yes |
2022 | 335764 | Unmatched: Battle of Legends, Volume Two | 0.560 | yes |
2021 | 299255 | Vienna Connection | 0.373 | yes |
2021 | 340466 | Unfathomable | 0.362 | no |
2021 | 342073 | Berried Treasure | 0.361 | no |
2022 | 310873 | Carnegie | 0.354 | no |
2022 | 349067 | The Lord of the Rings: The Card Game – Revised Core Set | 0.328 | no |
2021 | 329465 | Red Rising | 0.314 | no |
2021 | 305682 | Rolling Realms | 0.305 | yes |
2021 | 332944 | Sobek: 2 Players | 0.283 | no |
2021 | 341169 | Great Western Trail (Second Edition) | 0.234 | no |
2022 | 295770 | Frosthaven | 0.215 | no |
2021 | 304783 | Hadrian's Wall | 0.210 | no |
2021 | 333553 | For the King (and Me) | 0.210 | no |
2021 | 329713 | Dune: House Secrets | 0.210 | no |
2022 | 331106 | The Witcher: Old World | 0.203 | no |
2021 | 306202 | Philosophia: Floating World | 0.187 | no |
2021 | 330174 | Explorers | 0.186 | yes |
2021 | 256680 | Return to Dark Tower | 0.180 | yes |
2022 | 305096 | Endless Winter: Paleoamericans | 0.177 | no |
2021 | 298102 | Roll Camera!: The Filmmaking Board Game | 0.172 | no |
2021 | 291859 | Riftforce | 0.162 | no |
2021 | 337389 | Snakesss | 0.159 | no |
2021 | 285967 | Ankh: Gods of Egypt | 0.153 | no |
2021 | 339906 | The Hunger | 0.151 | no |
2021 | 296577 | Red Flag Over Paris | 0.143 | yes |
2021 | 271529 | Botanik | 0.141 | no |
2021 | 306881 | Railroad Ink Challenge: Lush Green Edition | 0.134 | no |
2021 | 339789 | Welcome to the Moon | 0.131 | no |
2021 | 329670 | Pandemic: Hot Zone – Europe | 0.131 | yes |
2021 | 342942 | Ark Nova | 0.129 | no |
2021 | 273330 | Bloodborne: The Board Game | 0.123 | no |
2021 | 282776 | Tumble Town | 0.121 | no |
2021 | 318184 | Imperium: Classics | 0.119 | no |
2021 | 331059 | Last Message | 0.116 | no |
2021 | 336382 | Marvel United: X-Men | 0.113 | no |
2021 | 340677 | Bad Company | 0.112 | no |
2021 | 307971 | Fairy Tale Inn | 0.111 | no |
2021 | 350636 | Unlock!: Game Adventures | 0.107 | no |
2021 | 337787 | Summer Camp | 0.105 | no |
2021 | 313730 | Harsh Shadows | 0.105 | no |
2021 | 283242 | The Whatnot Cabinet | 0.103 | no |
2021 | 318322 | Hidden Strike: American Revolution | 0.102 | no |
2022 | 350079 | Puzzle Strike 2 | 0.102 | no |
2021 | 290236 | Canvas | 0.102 | no |
2022 | 344268 | The Mother Road: Route 66 | 0.101 | no |
2021 | 320446 | Corduba 27 a.C. | 0.098 | no |
2021 | 281248 | Cape May | 0.095 | no |
2022 | 322524 | Bardsung | 0.092 | no |
2021 | 318084 | Furnace | 0.091 | yes |